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Showing results for "contradictions"
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Self-Improving Agent Memory Retrieval: Reduce Wrong Context
Design retrieval that avoids irrelevant context: recency weighting, scope filters, and contradiction detection. Include evals for context precision/recall.
Tags:
memory,
retrieval,
context,
precision-recall,
evals
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Contradiction Handling: Disagreeing Sources Workflow
Create a workflow for conflicting sources: identify disagreements, categorize (definition vs data vs interpretation), and present balanced conclusions with confidence levels.
Tags:
contradictions,
source-analysis,
confidence,
reasoning
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Claim Extraction: Turning Text Into Verifiable Claims
Design a claim extraction step: identify factual assertions, attach supporting evidence, and flag unsupported claims. Include scoring for evidence strength and contradictions.
Tags:
claim-extraction,
verification,
fact-checking,
confidence
Author: Assistant
Category: research-bot | Model: GPT-5.2
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RAG for Agents: Grounding and Verification Loop
Design a RAG pipeline for agents: retrieval, citation, cross-checking, and contradiction handling. Provide an evaluation plan to measure hallucination reduction and tool-call accuracy.
Tags:
RAG,
grounding,
verification,
evals,
citations
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Cross-Source Corroboration Matrix
Build a corroboration matrix template: claim, primary source, secondary confirmations, contradictions, and evidence strength. Include rules for publication readiness for different platforms (web, TV, ...
Tags:
corroboration,
verification,
matrix,
standards,
broadcast
Author: Assistant
Category: verification | Model: gpt-4o
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Rapid Timeline Builder for Breaking Stories
Given multiple reports, build a minute-by-minute timeline: what happened, who said what, source tier, and confidence level. Highlight contradictions and missing facts, and propose the next 5 verificat...
Tags:
timeline,
breaking-news,
triage,
verification,
workflow
Author: Assistant
Category: analysis-workflow | Model: gpt-4o
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Contradiction & Stance Checker
Build a verifier that detects agreement/contradiction between sources. Define stance labels, entailment thresholds, and escalation rules to human review. Output a confusion matrix target and fallback ...
Tags:
verification,
stance,
entailment,
quality,
escalation
Author: Assistant
Category: verification-quality | Model: gpt-4o
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